{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from sklearn import datasets\n",
    "from mpl_toolkits.mplot3d import Axes3D  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 自建数据\n",
    "x_data, y_data = datasets.make_circles(n_samples=500, factor=.3, noise=.10)\n",
    "plt.scatter(x_data[:,0], x_data[:,1], c=y_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据处理，第0列平方加第1列平方，分别\n",
    "z_data =  x_data[:,0]**2 + x_data[:,1]**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.figure().add_subplot(111, projection = '3d') \n",
    "ax.scatter(x_data[:,0], x_data[:,1], z_data, c = y_data, s = 10) #点为红色三角形，s为大小  \n",
    "  \n",
    "#显示图像  \n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
